{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from sklearn import datasets\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "from dnn_utils import initialize_parameters_deep, model_forward, compute_cost, model_backward, update_parameters, predict\n",
    "from plot_utils import plot_cost_accuracy, plot_decision_boundary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "X, y = datasets.make_moons(100000, noise=0.20)\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "X_val, X_test, y_val, y_test = train_test_split(X_test, y_test, test_size=0.5, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x1b789b7b9c8>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X_train[:1000,0], X_train[:1000,1], s=40, c=y_train[:1000], cmap=plt.cm.Spectral)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train = X_train.T\n",
    "X_val = X_val.T\n",
    "X_test = X_test.T\n",
    "y_train = y_train.reshape((1, y_train.shape[0]))\n",
    "y_val = y_val.reshape((1, y_val.shape[0]))\n",
    "y_test = y_test.reshape((1, y_test.shape[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def build_model(X_train, y_train, X_val, y_val, layers_dims,\n",
    "                learning_rate=0.001, epochs=100, activation='tanh', print_cost=False):\n",
    "    # keep track of cost\n",
    "    costs = []  \n",
    "    train_accs = []\n",
    "    val_accs = []\n",
    "    # Parameters initialization.\n",
    "    parameters = initialize_parameters_deep(layers_dims)\n",
    "    # Loop (gradient descent)\n",
    "    for i in range(epochs):\n",
    "        # Forward propagation: [LINEAR -> RELU]*(L-1) -> LINEAR -> SIGMOID.\n",
    "        AL, caches = model_forward(X_train, parameters, activation)\n",
    "        \n",
    "        # Compute cost.\n",
    "        cost = compute_cost(AL, y_train)\n",
    "        \n",
    "        # Backward propagation.\n",
    "        grads = model_backward(AL, y_train, caches, activation)\n",
    "        \n",
    "        # Update parameters.\n",
    "        parameters = update_parameters(parameters, grads, learning_rate)\n",
    "        \n",
    "        # Record cost, accuracy\n",
    "        y_train_pred = predict(X_train, parameters, activation)\n",
    "        train_acc = np.sum((y_train_pred == y_train) / X_train.shape[1])\n",
    "        y_val_pred = predict(X_val, parameters, activation)\n",
    "        val_acc = np.sum((y_val_pred == y_val) / X_val.shape[1])\n",
    "        costs.append(cost)\n",
    "        train_accs.append(train_acc)\n",
    "        val_accs.append(val_acc)        \n",
    "        # Print the cost every 10 training example\n",
    "        if print_cost and (i + 1) % 10 == 0:\n",
    "            template = \"Cost after iteration {}: {}, Accuracy on train data: {}, Accuracy on validation data: {}\"\n",
    "            print(template.format(i + 1, cost, train_acc, val_acc))\n",
    "            \n",
    "\n",
    "    return parameters, costs, train_accs, val_accs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cost after iteration 10: 0.5286773937143093, Accuracy on train data: 0.7897000000000001, Accuracy on validation data: 0.7946000000000002\n",
      "Cost after iteration 20: 0.5280436724192823, Accuracy on train data: 0.7898750000000003, Accuracy on validation data: 0.7952000000000001\n",
      "Cost after iteration 30: 0.527412528403811, Accuracy on train data: 0.7902250000000002, Accuracy on validation data: 0.7955000000000002\n",
      "Cost after iteration 40: 0.5267839490112818, Accuracy on train data: 0.7905625000000003, Accuracy on validation data: 0.7954000000000001\n",
      "Cost after iteration 50: 0.5261579216524024, Accuracy on train data: 0.7908625000000002, Accuracy on validation data: 0.7956000000000002\n",
      "Cost after iteration 60: 0.5255344338048157, Accuracy on train data: 0.7911625000000002, Accuracy on validation data: 0.7956000000000002\n",
      "Cost after iteration 70: 0.5249134730127156, Accuracy on train data: 0.7913875000000004, Accuracy on validation data: 0.7959000000000002\n",
      "Cost after iteration 80: 0.5242950268864678, Accuracy on train data: 0.7918000000000003, Accuracy on validation data: 0.7962000000000001\n",
      "Cost after iteration 90: 0.5236790831022298, Accuracy on train data: 0.7920125000000002, Accuracy on validation data: 0.7967000000000002\n",
      "Cost after iteration 100: 0.5230656294015771, Accuracy on train data: 0.7921750000000002, Accuracy on validation data: 0.7970000000000003\n"
     ]
    }
   ],
   "source": [
    "layers_dims = [2, 3, 1]\n",
    "parameters, costs, train_accs, val_accs = build_model(X_train, y_train, X_val, y_val, layers_dims, epochs=100, print_cost=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_cost_accuracy(costs, train_accs, val_accs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_plot, y_plot = X_test[:, :1000].copy(), y_test[:, :1000].copy()\n",
    "plot_decision_boundary(lambda x: predict(x.T, parameters), X_plot, y_plot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7900000000000003"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_pred = predict(X_test, parameters)\n",
    "test_acc = np.sum((y_pred == y_test) / X_test.shape[1])\n",
    "test_acc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
